Can a landlord evict me just by telling me to leave and throw out my belongings on the street?

No, eviction is a legal procedure. To evict a tenant, a landlord must go to District Court to get a judgment against the tenant. If a landlord moves your belongings out of your home, changes the locks, or cuts off utilities without a court order, you should call the police and an attorney or legal services organization.